{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from pylab import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pythonlib import boolean as boolean\n",
    "from pythonlib import boolean_net as boolean_net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random as random #random could be destroyed by matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_bool_charactor(c):\n",
    "    if c=='1':\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_bool_string(s):\n",
    "    return[to_bool_charactor(x) for x in s]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def file2matrix(path):\n",
    "    fp=open(path,'r')\n",
    "    content=fp.read()\n",
    "    rowlist=content.splitlines()\n",
    "    x=np.array([to_bool_string(x) for x in rowlist])\n",
    "    \n",
    "    return x\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_bool_dict={0:[False,False,False,False],\n",
    "              1:[False,False,False,True],\n",
    "              2:[False,False,True,False],\n",
    "              3:[False,False,True,True],\n",
    "              4:[False,True,False,False],\n",
    "              5:[False,True,False,True],\n",
    "              6:[False,True,True,False],\n",
    "              7:[False,True,True,True],\n",
    "              8:[True,False,False,False],\n",
    "              9:[True,False,False,True]}\n",
    "             \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "bool_list=list(num_bool_dict.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_char_bool(bool):\n",
    "    if bool:\n",
    "        return '1'\n",
    "    else:\n",
    "        return '0'\n",
    "\n",
    "def to_string_boollist(boollist):\n",
    "    temp=[to_char_bool(x) for x in boollist]    \n",
    "    return ''.join(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_nn(bl1):\n",
    "    fig,axs=plt.subplots(nrows=1, ncols=5, figsize=(12, 6))\n",
    "    axs[0].imshow(np.array([bl1.inode]),vmin=0,vmax=1)\n",
    "    axs[0].set_title('inode')\n",
    "    axs[0].set_axis_off()\n",
    "    axs[1].imshow(bl1.wi,vmin=0,vmax=1)\n",
    "    axs[1].set_title('wi')\n",
    "    axs[1].set_axis_off()\n",
    "    axs[2].imshow(np.array([bl1.hnode]),vmin=0,vmax=1)\n",
    "    axs[2].set_title('hnode')\n",
    "    axs[2].set_axis_off()\n",
    "    axs[3].imshow(bl1.wo,vmin=0,vmax=1)\n",
    "    axs[3].set_title('wo')\n",
    "    axs[3].set_axis_off()\n",
    "    axs[4].imshow(np.array([bl1.onode]),vmin=0,vmax=1)\n",
    "    axs[4].set_title('onode')\n",
    "    axs[4].set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_nparray(nparray):\n",
    "    fig,axs=plt.subplots(nrows=1, ncols=1)\n",
    "    axs.imshow((nparray),vmin=0,vmax=1)\n",
    "    axs.set_title('array')\n",
    "    axs.set_axis_off()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_id_blnn(blnn_set,num,inputs,targets):\n",
    "    blnn_set[num].train(inputs,targets)\n",
    "    blnn_set[num].feedforward()\n",
    "        #flip training\n",
    "    inode_len=len(blnn_set[num].inode)\n",
    "    hnode_len=len(blnn_set[num].hnode)\n",
    "    onode_len=len(blnn_set[num].onode)\n",
    "    #creat bl1_mirr\n",
    "    bl1_mirr=boolean_net.booleannet('bl.db',onode_len,hnode_len,inode_len)\n",
    "    #\n",
    "    inputs_flip=[not(x) for x in inputs]\n",
    "    targets_flip=[not(x) for x in targets]\n",
    "    #copy weight matrix\n",
    "    bl1_mirr.wi=blnn_set[num].wo.T\n",
    "    bl1_mirr.wo=blnn_set[num].wi.T\n",
    "    #target as inputs\n",
    "    bl1_mirr.train(targets_flip,inputs_flip)\n",
    "    bl1_mirr.feedforward()\n",
    "    #show_nn(bl1_mirr)\n",
    "\n",
    "    blnn_set[num].wi=bl1_mirr.wo.T\n",
    "    blnn_set[num].wo=bl1_mirr.wi.T\n",
    "    blnn_set[num].inode=inputs\n",
    "    blnn_set[num].feedforward()\n",
    "\n",
    "def verify(blnn,inputs,targets):\n",
    "    blnn.inode=inputs\n",
    "    blnn.feedforward()\n",
    "    if blnn.onode==targets:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "\n",
    "def if_num(flag,num):\n",
    "    if flag:\n",
    "        return num\n",
    "    else:\n",
    "        pass\n",
    "\n",
    "num_list=[0,1,2,3,4,5,6,7,8,9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = \"trainingDigits16x\" #数据文件所在路径\\n\"\n",
    "pathlist = os.listdir(root) # 获取路径下所有数据文件\"\n",
    "\n",
    "random.shuffle(pathlist)\n",
    "train_set=[]\n",
    "\n",
    "for i in range (0,128):\n",
    "    filepath=root+'\\\\'+pathlist[i]\n",
    "    s=pathlist[i]\n",
    "    n=(re.split('_',s))[0]\n",
    "    targets=num_bool_dict[int(n)]\n",
    "\n",
    "    inputs=file2matrix(filepath).flatten().tolist()\n",
    "    #print(filepath)\n",
    "    train_set.append([inputs,targets,int(n)])\n",
    "\n",
    "random.shuffle(pathlist)\n",
    "verify_set=[]\n",
    "for i in range (0,64):\n",
    "    filepath=root+'\\\\'+pathlist[i]\n",
    "    s=pathlist[i]\n",
    "    n=(re.split('_',s))[0]\n",
    "    targets=num_bool_dict[int(n)]\n",
    "\n",
    "    inputs=file2matrix(filepath).flatten().tolist()\n",
    "    #print(filepath)\n",
    "    verify_set.append([inputs,targets,int(n)]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "blnn_set=[]\n",
    "\n",
    "for i in range(0,10):\n",
    "    blnntemp=boolean_net.booleannet('bl.db',256,16,4)\n",
    "    blnn_set.append(blnntemp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#train\n",
    "random.shuffle(train_set)\n",
    "for i in train_set:\n",
    "    inputs,targets,num=i\n",
    "    train_id_blnn(blnn_set,num,inputs,targets)\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAssAAABMCAYAAACbIvqSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAACzFJREFUeJzt3X+sJWddx/H3Z2EJWoSWlkKX/kCKLcU/XBIIBcWWxIo/2vqHUlKEAiaamFgTQRs1/igKsX8IGLRNjEGQUsQKjaG0SVmDXSkmBUUgYsqPbFqX7qJtaWFblbrs1z9mDk7Hec65vXvPPXfvvl/JyZ5z5jwzz9w7ufs5z3xnnlQVkiRJkv6/HavugCRJkrRVGZYlSZKkBsOyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRpXZJcneT9q+7HMhmWJUmSpAbDsiRJktRgWJYkaRtK8sYkNw9efyXJjYPX+5PsTvKyJJ9O8o3+35etpsfaaEnOS3J7koeSfCHJpf37701ybZJbkhxKcmeSswftmsdEku9Nsrdvtwc4ZbTN85P8Q7/NzyW5cLP2d1kMy5IkbU97gZcn2ZHkNGAn8IMASZ4LPAX4N+AW4F3AycA7gFuSnLyaLmujJNkJ3Ax8DDgVuBK4Icm5/UcuB94CnAR8BXhb3+7pzD8mPgD8E11I/n3g9YNtPrtv+1bg6cCvAh9O8oyl7egmMCxLkrQNVdU+4BCwG7gAuA24N8nz+9efAH4S+HJVXV9Vh6vqL4G7gEtW1G1tnPPpvhBdU1WPVtXHgY/ShWSAm6rqU1V1GLiB7jiBOcdEkjOBFwO/XVXfqqq/pwvkM68Fbq2qW6vqSFXtAf4R+Ill7+wyPXHVHZAkSUuzF7gQeF7//CG6oPzS/vUu4J5Rm3uAZ29eF7Uku4D9VXVk8N7wd/u1wfv/SResZ+1ax8Qu4MGqemS07Iz++VnAq5IMv2ztBP5uvTuxFTiyLEnS9jULyy/vn++lC8sX9M8P0AWcoTOBezevi1qSA8AZSYZZby2/23nHxEHgpCQnjJbN7Aeur6oTB48Tquqa9e3C1mBYliRp+9oLvAL4rqr6Kl3pxY/R1aL+M3ArcE6S1yR5YpJXAy+gO12vY9udwCPAVUl29hfaXQJ8cEG75jFRVffQlVW8JcmTkvwQjy3ZeT9ducYrkzwhyZOTXJjk9I3euc1kWJYkaZuqqi8BD9OFZKrqm8A+4JNV9e2qegC4GHgz8ABwFXBxVd2/oi5rg1TVo8ClwI8D9wPXAVdU1V0L2i06Jl4DvAT4OvC7wPsGbfcDPwX8JnAf3Ujzr3GM581U1ar7IEmSJG1Jx3TSl45nSR7ub/+kbSLJ3Ul+ZMnbeE6SSuIF3pK0Bv6xlI5RVfWUxZ+SJElHw5FlSZIkqcGwvAH6KSQv3OB1viHJHRu5Th0bHscUtZXkeavppZZod5LP99PM/tXgavKvJnlzkv9IcjDJG2cNkjwtyfuS3JfkniS/NbtdVH9F+h8muT/JProJBxi1fXe/znuTvDXJEzZ5nyVpy7IMYwNU1fevug/aVvYC7+zDzjOZnqL286vrnpbsMrpbe/038EngDXSzZz0LeBrdxAAXAR9K8jdV9SDwx/2y59LdEuxjdPdDfTfw83RXtr+Q7jZSHx5t7y+Af6ebtOIEuluG7Qf+dFk7KEnHEsOytMVU1b4ksylqz6GbonZ3P0XtS4FPVNWRJKvsppbnXVV1AKA/w7CbLiz/D/B7/dS0tyZ5GDg3yaeBVwMvrKpDwKEkbwdeRxeWLwP+qL+lE0n+gG6SCpI8k+62UidW1X8BjyR5J/ALHMdh+cjXvm9dt4l65a7diz/UcNuBzy5lvet1LPVnkR3P+vLS/lhetONV3lJsSY7md75erWPFMowNMLuCPcnVSW7sT4ce6sszXjT43HlJbk/yUL/s0sGyk5N8JMk3k3wKOHu0jecn2ZPk60m+mOSyTdxFbb7ZrFs/3D+/ncfOuqXtqzUF7QN9UB4vOwV4Eo+dnnY4pe0uupHi4bKZs+jOXBzs/y49RBeSTz3anZCk7cKwvPEupZsd50TgI8CfACTZCdxMd3r0VOBK4IYk5/btrqU77Xoa8HP9g77tCcAe4AN928uB65JY/rF9LZqiVpq5n27UeTg97XBK24PAGaNlM/uBbwGnDKamfaqlZZL0fwzLG++Oqrq1qr4NXA/8QP/++XSjQNdU1aNV9XG62sDL+4tpfhr4nap6pKr+ha6OcOZi4O6qek9VHa6qz9DVHf7MZu2UNt2iKWolAPq/NTcCb0vyPUnOAt5EN+0s/bJfTnJ6kpOAXx+0PUj3Bf7tSZ6aZEeSs5NcsMm7IUlblmF5441PoT65v/n/LmB/VR0ZLJ+dKn0GXf34vFOlL5mdJu1Plf4s3QU/2oYWTVG7yr5pS7qS7uK9fcAddGeh/rxf9md0de+fAz4D3DRqewVdGce/Ag8CH6I7wyVJwgv8NtMB4IwkOwaB+UzgS3Tzpx+mO1V612DZzH5gb1VdtFmd1epV1Wmj1y8avfYKv22mqp4zen314OXprc/2d8R4bWOdh4Ff6R8z1w6WfwP4xf4hSRpxZHnz3Ek38nNVkp39fZkvAT7YjxTeBFyd5LuTvAB4/aDtR4Fzkryub7szyYuTnLfZOyFJknQ8cWR5k1TVo/3dL64DfoPu4psrqmo2kvxLwHvoyjju6p+/om97KMmPAu/oHzvoTqm+aVN3QpKOA6u4NdqytrmM228tWue8fVnW7cDmbXPPkeYiaU0MyxtgcDr0b0fv3w1k8PoLdHczmFrHfXQX8rW28UVGM29JkiRpuSzDkCRJkhoMy5IkSVKDZRg65s2mG73twGe/U7c2fD57PTT8XOv1vDZT9XFT2x+vb6pP43VNbXfe/ozfH35+3Kep/Wita962pta7lp/RuJ9T7y9zatr1TmO8nayinnSeRbW68/q0zGNFkmYMy9oWWv+htsJvKyTPWz4LeFPhtdVu+P6igD7TCtnjUNoKrFNBedhmuB/DZYv2YbjuqfWO92FqffO+MMyWeTGOJGkrsQxDx7ypcDf1fBz+5oW8YSheFLhnz2dtxqG01dfh83HbVv+nRoWn9r8VpIefa4Xi8Xam1j1e79TPa2p/x7+L4bamfh+SJK3alh1Znp1aX2TeKNhs+bxlrbbrWbae09nj9x/vehdtc15/17psvW2H7+858tdLO106FdKGy2b9GX520UjqVLCbdyyNw+94W1P9m9e3qT7OG9Ee928qrK+1vKNVajEVZltfVFqj4PPKUxxZ1lYx70vbsspYFpWjrHeby1rvetsuqz9+0dYybdmw/HjD1bz/YBf957vetsfLNtfbdjNDTyuwt+p0p9qOSwzmlVosKuuYatcKrvPKIVplGK0R6ilTI7dT5RTzwvyigNv6uU71eWrUe96XAEmSVskyDB3zhoFr0Sj9uM1UUJ1XetBaz7zPzwvo4zbzRmqHpQ7z+j71BWFe+Uhrn+aVkkwF7/H+tX5mrVF4SZK2oi07siytVSvMzauFXUvpyPD9VptF7eaVMbRGkYfbnFo2LOsYjw63RqJbo8Br7d/4s1OBfGp9a1nXeH8lSdpKUnXc30lJkqTvmHeLQWuWj84q+rPMWwyu9foqPX6rGERpHSuWYUiSJEkNhmVJkiSpwbAsSZIkNXiBnyRJa7SsOspl3Jt40XrnOZra7GXVdUur4siyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcHpriVJkqQGR5YlSZKkBsOyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcGwLEmSJDUYliVJkqQGw7IkSZLUYFiWJEmSGgzLkiRJUoNhWZIkSWowLEuSJEkNhmVJkiSpwbAsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJajAsS5IkSQ2GZUmSJKnhfwH873NNXFf5UQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAssAAABMCAYAAACbIvqSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAACzpJREFUeJzt3X+sJWddx/H3Z2EJWoSWltIu/YEUW4p/uCQQCootibX+aOsfSkkRCphoYmJNBG3U+KMoxP4hYNA2MQZBShErNIbSJmUNdqWYFBSBiCmUNK1Lt2hbWthWpZb9+sfMidNxnnNu795zz71336/kZM+cmWfmmXMndz/3mWeeJ1WFJEmSpP9v16orIEmSJG1VhmVJkiSpwbAsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElalyRXJvngquuxTIZlSZIkqcGwLEmSJDUYliVJ2oGSvDnJjYPlrya5frB8IMneJK9M8tkk3+z/feVqaqyNluTsJLcmeTjJl5Jc3H/+/iRXJ7kpyaEktyc5Y1CueU0k+d4k+/ty+4ATRsc8J8k/9Mf8QpLzNut8l8WwLEnSzrQfeFWSXUlOBnYDPwiQ5AXAM4B/A24C3gMcD7wLuCnJ8aupsjZKkt3AjcAngBOBy4HrkpzVb3Ip8DbgOOCrwDv6cs9m/jXxIeCf6ELy7wNvHBzzeX3ZtwPPBn4V+GiS5yztRDeBYVmSpB2oqu4CDgF7gXOBW4B7k7yoX/4U8JPAnVV1bVU9XlV/CdwBXLSiamvjnEP3B9FVVfVYVX0S+DhdSAa4oao+U1WPA9fRXScw55pIchrwMuC3q+rbVfX3dIF85vXAzVV1c1Udrqp9wD8CP7Hsk12mp666ApIkaWn2A+cBL+zfP0wXlF/RL+8B7hmVuQd43uZVUUuyBzhQVYcHnw1/tl8ffP6fdMF6Vq51TewBHqqqR0frTu3fnw68Jsnwj63dwN+t9yS2AluWJUnauWZh+VX9+/10Yfnc/v1BuoAzdBpw7+ZVUUtyEDg1yTDrreVnO++auA84Lskxo3UzB4Brq+rYweuYqrpqfaewNRiWJUnaufYDrwa+q6q+Rtf14sfo+qL+M3AzcGaS1yV5apLXAi+mu12v7e124FHgiiS7+wftLgI+vKBc85qoqnvoulW8LcnTkvwQT+yy80G67hoXJHlKkqcnOS/JKRt9cpvJsCxJ0g5VVV8BHqELyVTVt4C7gE9X1Xeq6kHgQuCtwIPAFcCFVfXAiqqsDVJVjwEXAz8OPABcA1xWVXcsKLfomngd8HLgG8DvAh8YlD0A/BTwm8D9dC3Nv8Y2z5upqlXXQZIkSdqStnXSl45mSR7ph3/SDpHk7iQ/suRjPD9JJfEBb0laA39ZSttUVT1j8VaSJOlI2LIsSZIkNRiWN0A/heR5G7zPNyW5bSP3qe3hSUxRW0leuJpaaon2JvliP83sXw2eJv9akrcm+Y8k9yV586xAkmcl+UCS+5Pck+S3ZsNF9U+k/2GSB5LcRTfhAKOy7+33eW+Styd5yiafsyRtWXbD2ABV9f2rroN2lP3Au/uw81ymp6j94uqqpyW7hG5or/8GPg28iW72rJOAZ9FNDHA+8JEkf1NVDwF/3K97Ad2QYJ+gGw/1vcDP0z3Z/hK6YaQ+OjreXwD/TjdpxTF0Q4YdAP50WScoSduJYVnaYqrqriSzKWrPpJuidm8/Re0rgE9V1eEkq6ymluc9VXUQoL/DsJcuLP8P8Hv91LQ3J3kEOCvJZ4HXAi+pqkPAoSTvBN5AF5YvAf6oH9KJJH9AN0kFSZ5LN6zUsVX1X8CjSd4N/AJHcVg+/PXvaw4TdcGeva1V3HLw83P3u96yR3LM9VrFea53n4v2u+ukO5f2y/L8Xa85KoYUW9Z1Ns+in/ky7Dv815PXit0wNsDsCfYkVya5vr8deqjvnvHSwXZnJ7k1ycP9uosH645P8rEk30ryGeCM0TFelGRfkm8k+XKSSzbxFLX5ZrNu/XD//laeOOuWdq7WFLQP9kF5vO4E4Gk8cXra4ZS2e+haiofrZk6nu3NxX/976WG6kHzikZ6EJO0UhuWNdzHd7DjHAh8D/gQgyW7gRrrboycClwPXJTmrL3c13W3Xk4Gf61/0ZY8B9gEf6steClyTxO4fO9eiKWqlmQfoWp2H09MOp7S9Dzh1tG7mAPBt4ITB1LTPtGuZJP0fw/LGu62qbq6q7wDXAj/Qf34OXSvQVVX1WFV9kq5v4KX9wzQ/DfxOVT1aVf9C149w5kLg7qp6X1U9XlWfo+t3+DObdVLadIumqJUA6H/XXA+8I8n3JDkdeAvdtLP06345ySlJjgN+fVD2Pro/4N+Z5JlJdiU5I8m5m3wakrRlGZY33vgW6tP7wf/3AAeq6vBg/exW6XPo+o/Pu1X68tlt0v5W6c/SPfCjHWjRFLWrrJu2pMvpHt67C7iN7i7Un/fr/oyu3/sXgM8BN4zKXkbXjeNfgYeAj9Dd4ZIk4QN+m+kgcGqSXYPAfBrwFbr50x+nu1V6x2DdzAFgf1Wdv1mV1epV1cmj5ZeOln3Cb4epquePlq8cLJ7S2rYfEeP1jX0+DvxK/5q5erD+m8Av9i9J0ogty5vndrqWnyuS7O7HZb4I+HDfUngDcGWS707yYuCNg7IfB85M8oa+7O4kL0ty9mafhCRJ0tHEluVNUlWP9aNfXAP8Bt3DN5dV1awl+ZeA99F147ijf//qvuyhJD8KvKt/7aK7pfqWTT0JSToKrGKotvU6kiHV1js01yqOeSTD1e073FwlrYlheQMMbof+7ejzu4EMlr9EN5rB1D7up3uQr3WMLzOaeUuSJEnLZTcMSZIkqcGwLEmSJDXYDUPb3nC60Vm/tln/tVsOfp4L9ux9wr+z9bPPhtuNywy3nZkqM7U8/nxq/aLPWvV9MsdvWXTOU/Uf1mWm9V0Py4+3nbfv1nSjG2He1LRH0s9yGVMVL2uq163W53aR+X1Rl3etSNKMLcvaMabC3PD9vM+GhoFv+B/11PJsH+PQN/tsKjjOXlN1marruF7zjt/6Xuad56LjzPueptZNBe3Za15dpo4rSdKqGZa1I0y1xo6D5TDsTrV8jgPuVGCc2ra1v6nwOg7crXA4DJbjkDkVqlt1HB9zXO/W9zXPOJgPv9N5wXm83GpBlyRpK9my3TBmt0vn/Se6lnWbXXYtFrUCrmfdeo636Pb4WtZNbTMVNneddOfSb5e2uiy0uk1M1XtqXevnPT7HVivt8NjjFutF+5yq5/B4U63N87pujLdrXU+teo1D/NS5TR1//N1MfR+2Kmu7O5I/9rZad50jsd5zkbaqLRuWx33R5o2TuGgMxVWVXcZ+13vMZZ/neJtVjGu51kA53H5eX92p8q1wPNXdYlEf4PH7RQF2fPx5+2otr/U4U+fa6t4yNq+Ff6pVehz2HRNVkrSV2A1D2968lthFfXGH5Vt9alst0lMh9cmEyant5t0BWEv/4nGL7dQ5js91qjvJOMRPBf9xX+RWXaf2s6gLiyRJW4VhWdvevG4r88LrVKAbrxvvfy19bofdFMYBsWWqL/G8Yy/aZiqEr6WLx6IuFFMhe973Oq/ua/1MkqRVSlVzJCVJko46yxpicL2O5Jhbrb/zsu4ezTuXVQ1HuZOs4q7fKq7P1rViy7IkSZLUYFiWJEmSGgzLkiRJUsOWHTpOkqRV2E79ko+kL+lW6898JOfpSDpaJluWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJajAsS5IkSQ1Ody1JkiQ12LIsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJajAsS5IkSQ2GZUmSJKnBsCxJkiQ1GJYlSZKkBsOyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcGwLEmSJDUYliVJkqQGw7IkSZLUYFiWJEmSGgzLkiRJUoNhWZIkSWowLEuSJEkN/wuaIY0UO8CxowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAssAAABMCAYAAACbIvqSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAC1VJREFUeJzt3W2sZVddx/Hvb2AIWoSWlkKHPiDFluILhwRCQbElsdaHtr7QlhShgIkmJtZE0EaND0Uh9oWAQdvEGAQp5aFAYyidpIzBjhSTgiIQMeUhk9ahM2hbWphWpQ7z98XeB3a3Z51z59577rn3zveT3Mw5e5+199r37p7+ztr/s1eqCkmSJEn/345ld0CSJEnarAzLkiRJUoNhWZIkSWowLEuSJEkNhmVJkiSpwbAsSZIkNRiWJUmStCpJrk3y3mX3Y5EMy5IkSVKDYVmSJElqMCxLkrQNJXl9klsHz7+a5ObB8wNJdid5WZLPJPlm/+/LltNjrbck5yW5I8nDSb6Y5LJ++buTXJ/ktiSHk9yV5OxBu+Y5keQHk+zr2+0FThnt8/wk/9jv8/NJLtyo410Uw7IkSdvTPuDlSXYkOQ3YCfwoQJLnAk8B/h24DXgHcDLwNuC2JCcvp8taL0l2ArcCHwdOBa4Gbkpybv+SK4E3AScBXwXe0rd7OrPPifcB/0wXkv8YeO1gn8/u274ZeDrwm8BHkjxjYQe6AQzLkiRtQ1W1HzgM7AYuAG4H7kvy/P75J4GfBb5SVTdW1ZGqej9wN3Dpkrqt9XM+3Qei66rqsar6BPAxupAMcEtVfbqqjgA30Z0nMOOcSHIm8GLg96vq21X1D3SBfOLVwJ6q2lNVR6tqL/BPwM8s+mAX6YnL7oAkSVqYfcCFwPP6xw/TBeWX9s93AfeO2twLPHvjuqgF2QUcqKqjg2XDv+3XB8v/iy5YT9q1zoldwENV9eho3Rn947OAy5MMP2ztBP5+tQexGTiyLEnS9jUJyy/vH++jC8sX9I8P0gWcoTOB+zaui1qQg8AZSYZZbyV/21nnxCHgpCQnjNZNHABurKoTBz8nVNV1qzuEzcGwLEnS9rUPeAXwfVX1NbrSi5+iq0X9F2APcE6SVyV5YpJXAi+gu1yvre0u4FHgmiQ7+y/aXQp8YE675jlRVffSlVW8KcmTkvwYjy/ZeS9ducbFSZ6Q5MlJLkxy+nof3EYyLEuStE1V1ZeBR+hCMlX1LWA/8Kmq+k5VPQhcArwReBC4Brikqh5YUpe1TqrqMeAy4KeBB4AbgKuq6u457eadE68CXgJ8A/hD4D2DtgeAnwN+F7ifbqT5t9jieTNVtew+SJIkSZvSlk760vEsySP97Z+0TSS5J8lPLHgfz0lSSfyCtyStgG+W0hZVVU+Z/ypJkrQWjixLkiRJDYblddBPIXnhOm/zdUnuXM9tams4hilqK8nzltNLLdDuJF/op5n94ODb5F9L8sYk/5nkUJLXTxokeVqS9yS5P8m9SX5vcruo/hvpf5rkgST76SYcYNT2nf0270vy5iRP2OBjlqRNyzKMdVBVP7zsPmhb2Qe8vQ87z2T6FLVfWF73tGBX0N3a63+ATwGvo5s961nA0+gmBrgI+HCSv62qh4A/79c9l+6WYB+nux/qO4Ffpvtm+wvpbiP1kdH+/gb4D7pJK06gu2XYAeAvF3WAkrSVGJalTaaq9ieZTFF7Dt0Utbv7KWpfCnyyqo4mWWY3tTjvqKqDAP0Vht10Yfl/gT/qp6bdk+QR4NwknwFeCbywqg4Dh5O8FXgNXVi+Aviz/pZOJPkTukkqSPJMuttKnVhV/w08muTtwK9wHIfli3Zc3rxN1O0HP9dsd/Gu3c11azFrn/PM6tNqj2Vef1b7e1jUce49+qGFvVnOOle2k7X8bbaSHc/6ytRzxTKMdTD5BnuSa5Pc3F8OPdyXZ7xo8LrzktyR5OF+3WWDdScn+WiSbyX5NHD2aB/PT7I3yTeSfCnJFRt4iNp4k1m3frx/fAePn3VL21drCtoH+6A8XncK8CQePz3tcErbXXQjxcN1E2fRXbk41L8vPUwXkk9d60FI0nZhWF5/l9HNjnMi8FHgLwCS7ARupbs8eipwNXBTknP7dtfTXXY9Dfil/oe+7QnAXuB9fdsrgRuSWP6xfc2bolaaeIBu1Hk4Pe1wSttDwBmjdRMHgG8Dpwympn2qpWWS9D2G5fV3Z1XtqarvADcCP9IvP59uFOi6qnqsqj5BVxt4Zf9lmp8H/qCqHq2qf6WrI5y4BLinqt5VVUeq6rN0dYe/sFEHpQ03b4paCYD+veZm4C1JfiDJWcAb6KadpV/360lOT3IS8NuDtofoPsC/NclTk+xIcnaSCzb4MCRp0zIsr7/xJdQn9zf/3wUcqKqjg/WTS6XPoKsfn3Wp9CWTy6T9pdJfpPvCj7aheVPULrNv2pSupvvy3n7gTrqrUH/dr/srurr3zwOfBW4Ztb2Krozj34CHgA/TXeGSJOEX/DbSQeCMJDsGgflM4Mt086cfobtUevdg3cQBYF9VXbRRndXyVdVpo+cvGj33G37bTFU9Z/T82sHT01uv7e+I8erGNo8Av9H/TFw/WP9N4Ff7H0nSiCPLG+cuupGfa5Ls7O/LfCnwgX6k8Bbg2iTfn+QFwGsHbT8GnJPkNX3bnUlenOS8jT4ISZKk44kjyxukqh7r735xA/A7dF++uaqqJiPJvwa8i66M4+7+8Sv6toeT/CTwtv5nB90l1Tds6EFI0nFgUbfJWu12F3VLulmW8TtYxnFKK2FYXgeDy6F/N1p+D5DB8y/S3c1g2jbup/siX2sfX2I085YkSZIWyzIMSZIkqcGwLEmSJDVYhqEt7+jXf+i7041evGs3tx/83Hf/HZrUw7WWT9YNtzFcNn48bDPe/nD/4z5N69u4/9P6Nd7WtD5PO9bWcc/63bT6PO93OG35tHat/UF7utH1MDxX1tMipvedt81FTVW8lSzyXJGkiVQdF9Oaaxu7aMfltZIQNlw/0Qq/08LGtJAxLbROa9N63az9t0L4+DXHEqpaYXxem1nHOK1t6wPBrBA/eb736IcMyyvYpmF5cWF5tefJWv5ma9nuai3qXFjt+beo41zke8pFOy4/LkLUdnrfmKX1nuLIsra8WcFr8nj4H/qsMDdeNt7eSsLeeP14u60gPg6/432N9zf+d2i8j/HvY9q+521jfCytDyLTls8K2SsZ+ZYkaVk2bVgeflqb9T/aWaNk89qtdGRuVvvVrJvV39a6te73WNvOGv2cVcYwXr8Ro4XTgvG4D63APO7zrHKGcbvWiO14H61QPgzA430M972S8DnreFr9HS+bd/7NKiWZV8oy7mNrhPviXbvZO5zjUtpGlnEFYpZF9Gct/MCszcoyDG15k0um80Z9V/JhZOJYShWm1eXOKseY1b+VfPBYSf9a9cYrCdnHUqqykhKPecc+fr1lGCvbpmUYW68MY7WWUbowy7xzaLOdf4usbbcMY3tpnSveDUPbRmukclpZw7jNeDR61vZXsny4vWkBcbJ+POo9WT5sPx4dXunVkGkjua0R8OHrp41wT+v3UGt0v/W7aR2XJEmbjWFZW16r1GBi3rJxKJxV0jBtv8dS79tqMy3UD4P0rBHmVvnH+DXTRpan7Xd4zCsZER9vb9qxtka1W6UZkiRtFpZhSJI0YBnGbJZhfI9lGNuLZRiSJEnSMTIsS5IkSQ2GZUmSJKlh095nWZKkZVhtze1aankX0W4t1lKjerzUt+r44ciyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcHpriVJkqQGR5YlSZKkBsOyJEmS1GBYliRJkhoMy5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcGwLEmSJDUYliVJkqQGw7IkSZLUYFiWJEmSGgzLkiRJUoNhWZIkSWowLEuSJEkNhmVJkiSpwbAsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJajAsS5IkSQ2GZUmSJKnh/wAecY/Hge1zdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAssAAABMCAYAAACbIvqSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAC1xJREFUeJzt3W2sZVddx/Hvb2AIWoSWlkKHPiCFluILhwRCQbElsdaHtr7QlhShgIkmJtZE0EaND0Uh9oWAQdvEGAQpRazQGEonKWOwI8WkoAhETHlI0zp0Wm1LC9Oq1GH+vtj71N3ds865c+eec+69/X6SkznnrL32XvvcPff+ztpr75WqQpIkSdIT7Vh1AyRJkqTNyrAsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJ65LkyiQfWnU7FsmwLEmSJDUYliVJkqQGw7IkSdtQkrckuXHw+utJrh+83p9kd5JXJ/lckm/1/756NS3WRktyVpJbkjyU5MtJLurf/0CSq5PclORgktuSnD6o1zwmknx/kn19vb3ACaNtnp3kH/ttfjHJucva30UxLEuStD3tA16TZEeSk4CdwA8BJHkh8Azg34GbgPcCxwPvBm5KcvxqmqyNkmQncCPwSeBE4HLguiRn9otcCrwdOA74OvDOvt6zmX1MfBj4Z7qQ/AfAmwbbfH5f9x3As4FfAz6W5DkL29ElMCxLkrQNVdUdwEFgN3AOcDNwd5KX9K8/DfwU8LWquraqDlXVXwG3AxeuqNnaOGfTfSG6qqoerapPAZ+gC8kAN1TVZ6vqEHAd3XECM46JJKcCrwB+p6q+U1X/QBfIJ94A7KmqPVV1uKr2Av8E/OSid3aRnrrqBkiSpIXZB5wLvKh//hBdUH5V/3oXcNeozl3A85fXRC3ILmB/VR0evDf82d47eP+/6IL1pF7rmNgFPFhVj4zKTumfnwZcnGT4ZWsn8Pfr3YnNwJ5lSZK2r0lYfk3/fB9dWD6nf36ALuAMnQrcvbwmakEOAKckGWa9tfxsZx0T9wDHJTlmVDaxH7i2qo4dPI6pqqvWtwubg2FZkqTtax/wWuB7quobdEMvfpxuLOq/AHuAM5K8PslTk7wOeCnd6XptbbcBjwBXJNnZX2h3IfCROfWax0RV3UU3rOLtSZ6W5Id5/JCdD9EN1zg/yVOSPD3JuUlO3uidWybDsiRJ21RVfRV4mC4kU1XfBu4APlNV362qB4ALgLcBDwBXABdU1f0rarI2SFU9ClwE/ARwP3ANcFlV3T6n3rxj4vXAK4FvAr8HfHBQdz/w08BvAffR9TT/Ols8b6aqVt0GSZIkaVPa0klfejJL8nB/+ydtE0nuTPKjC97GC5JUEi/wlqQ18JeltEVV1TPmLyVJko6GPcuSJElSg2F5A/RTSJ67wet8c5JbN3Kd2hqOYIraSvKi1bRSC7Q7yZf6aWb/enA1+TeSvC3Jfya5J8lbJhWSPCvJB5Pcl+SuJL89uV1Uf0X6HyW5P8kddBMOMKr7vn6ddyd5R5KnLHmfJWnTchjGBqiqH1h1G7St7APe04ed5zJ9itovra55WrBL6G7t9T/AZ4A3082e9TzgWXQTA5wHfDTJ31bVg8Cf9GUvpLsl2Cfp7of6PuAX6K5sfxndbaQ+NtreXwL/QTdpxTF0twzbD/zZonZQkrYSw7K0yVTVHUkmU9SeQTdF7e5+itpXAZ+uqsNJVtlMLc57q+oAQH+GYTddWP5f4Pf7qWn3JHkYODPJ54DXAS+rqoPAwSTvAt5IF5YvAf64v6UTSf6QbpIKkjyX7rZSx1bVfwOPJHkP8Is8icPy4XtfvK7bRJ2/a/f8hdbh5gNfWMh619veo2nPrG3OWu/RfLZ7D//Nwn5Znrfj4qXfUmxRx8Nms6j/T7O0jhWHYWyAyRXsSa5Mcn1/OvRgPzzj5YPlzkpyS5KH+rKLBmXHJ/l4km8n+Sxw+mgbL0myN8k3k3wlySVL3EUt32TWrR/pn9/C42fd0vbVmoL2gT4oj8tOAJ7G46enHU5pu4uup3hYNnEa3ZmLe/rfSw/RheQTj3YnJGm7MCxvvIvoZsc5Fvg48KcASXYCN9KdHj0RuBy4LsmZfb2r6U67ngT8fP+gr3sMsBf4cF/3UuCaJA7/2L7mTVErTdxP1+s8nJ52OKXtPcApo7KJ/cB3gBMGU9M+06FlkvT/DMsb79aq2lNV3wWuBX6wf/9sul6gq6rq0ar6FN3YwEv7i2l+Bvjdqnqkqv6VbhzhxAXAnVX1/qo6VFWfpxt3+LPL2ikt3bwpaiUA+t811wPvTPJ9SU4D3ko37Sx92a8kOTnJccBvDOreQ/cF/l1JnplkR5LTk5yz5N2QpE3LsLzxxqdQn97f/H8XsL+qDg/KJ6dKn0M3fnzWqdJXTk6T9qdKf47ugh9tQ/OmqF1l27QpXU538d4dwK10Z6H+oi/7c7px718EPg/cMKp7Gd0wjn8DHgQ+SneGS5KEF/gt0wHglCQ7BoH5VOCrdPOnH6I7VXr7oGxiP7Cvqs5bVmO1elV10uj1y0evvcJvm6mqF4xeXzl4eXJr2f6OGG9orPMQ8Kv9Y+LqQfm3gF/qH5KkEXuWl+c2up6fK5Ls7O/LfCHwkb6n8AbgyiTfm+SlwJsGdT8BnJHkjX3dnUlekeSsZe+EJEnSk4k9y0tSVY/2d7+4BvhNuotvLquqSU/yLwPvpxvGcXv//LV93YNJfgx4d//YQXdK9a1L3QlJehJY7+3N5t3Sa73rXe8651nFLcgWtc0ny+3UtBqG5Q0wOB36d6P37wQyeP1lursZTFvHfXQX8rW28RVGM29JkiRpsRyGIUmSJDUYliVJkqQGh2Foyzt874vr/F27ufnAFx4bvzcZvzZ+PX5vUm/y/vj5tPVOGyM4bXvD5cbl88xa37R1TWtj69/Wvs/b9rjOWts3bflZbVjk1LTrncZ4FeYdK6sYo7mKqYpnrXfH877mHWEkLZw9y9ry1vIH/Pxdux97TAvEk2Uny4zX2wqV4/XP2v60euPlxvs1rf60bU0LrdP2Y9q6p5XNavtatj+rfPIYf/6tz0GSpFWyZ1lb3jBgzeopnRiGtFmBcrx8a31rCdzTQuy0oDitB3fcM9van2mfSSvAD784rCVMT/uCcSQ9n7N62sf7vffwE1YlSdLKbNqwfN6Oix87Xdr6gz4pg3YomFU2a53rOW04r95a9gOe2N5p4WjaOo90+2utO61sVnuH5cs4tT5sxzBgruWzbg3BGJavpRd33IYjGSIx3uas3u/W9lvDJOYND5n22ax1m8P1T5YZh+lpgXne8Syt2nqPw6MZbrJem204zjyLGq4zq65fwHW0Nm1YHoereQf7rPJW2XrqzHM07VzvOoavF1V3EWUbZVroHIfmWb3L42B6pEMEpr0/a5jFvCA6bzzxtIA83rdWO6aVTfviM63Ht/W5tNrS2p9Zn4NhWZK02ThmWVtea9hCKyiuted4HN5mDT2YNZxjWjAet39eMB+H+GnLDJcbBu1ZdSbl4y8Z47ZO+/Ixb5hF6/Mern+43vWe0ZEkaZEMy9rypvWGzgtqk7Jh8GsFynm9nfMC9PD1vKEIrbA6HuIwfK+1b60e48nyrbrD94af5zh4zxo60jLv52LPsiRps0nVlrmTkiRJC7feWwwuaizvZrMZxyzPsshrZobXVy3LVjpWjsYqzjS2jhV7liVJkqQGw7IkSZLUYFiWJEmSGjbtreMkSVqFefciX7ajac9mu/fzZvtspbWwZ1mSJElqMCxLkiRJDYZlSZIkqcGwLEmSJDUYliVJkqQGw7IkSZLU4HTXkiRJUoM9y5IkSVKDYVmSJElqMCxLkiRJDYZlSZIkqcGwLEmSJDUYliVJkqQGw7IkSZLUYFiWJEmSGgzLkiRJUoNhWZIkSWowLEuSJEkNhmVJkiSpwbAsSZIkNRiWJUmSpAbDsiRJktRgWJYkSZIaDMuSJElSg2FZkiRJajAsS5IkSQ2GZUmSJKnBsCxJkiQ1GJYlSZKkBsOyJEmS1PB/kdl0HXCjj2UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0,10):\n",
    "    show_nn(blnn_set[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "target: 7 result: [None, None, None, None, None, 5, None, 7, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 7 result: [None, None, None, None, None, None, None, 7, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 2 result: [None, None, 2, None, None, None, None, None, None, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 7 result: [None, None, None, 3, None, None, None, 7, None, None]\n",
      "target: 7 result: [None, None, None, None, None, 5, None, 7, None, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 7 result: [None, None, None, None, None, None, None, 7, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 5 result: [None, None, None, None, None, 5, None, None, None, 9]\n",
      "target: 5 result: [None, None, None, None, None, 5, None, None, None, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 1 result: [None, 1, None, None, None, None, None, None, None, None]\n",
      "target: 6 result: [None, None, None, None, 4, None, 6, None, None, None]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\llt-60\\appdata\\local\\programs\\python\\python36-32\\lib\\site-packages\\matplotlib\\pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "target: 5 result: [None, None, None, None, None, 5, None, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 9 result: [None, None, None, None, None, None, None, None, None, 9]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 9 result: [None, None, None, None, None, None, None, None, None, 9]\n",
      "target: 7 result: [None, None, None, None, None, None, None, 7, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 4 result: [None, None, None, None, 4, None, None, None, None, None]\n",
      "target: 2 result: [None, None, 2, None, None, None, None, None, None, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 5 result: [None, None, None, None, None, 5, None, None, None, None]\n",
      "target: 9 result: [None, None, None, None, None, None, None, None, None, 9]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 4 result: [None, None, None, None, 4, None, None, None, None, None]\n",
      "target: 7 result: [None, None, None, None, None, None, None, 7, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 2 result: [None, None, 2, None, 4, None, None, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 4 result: [None, None, None, None, 4, None, None, None, None, None]\n",
      "target: 2 result: [None, None, 2, None, None, None, None, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 1 result: [None, 1, None, None, None, None, None, None, None, None]\n",
      "target: 7 result: [None, None, None, None, None, 5, None, 7, None, None]\n",
      "target: 6 result: [None, None, 2, None, None, None, 6, None, None, None]\n",
      "target: 9 result: [None, None, None, None, None, None, None, None, None, 9]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 0 result: [0, None, None, None, None, None, None, None, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "target: 5 result: [None, None, None, None, None, 5, None, None, None, None]\n",
      "target: 2 result: [None, None, 2, None, None, None, None, None, None, None]\n",
      "target: 8 result: [None, None, None, None, None, None, None, None, 8, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 6 result: [None, None, None, None, None, None, 6, None, None, None]\n",
      "target: 3 result: [None, None, None, 3, None, None, None, None, None, None]\n",
      "63\n",
      "[7, 6, 7, 3, 2, 0, 6, 8, 7, 7, 0, 6, 7, 3, 3, 3, 5, 5, 0, 1, 6, 5, 6, 6, 6, 6, 8, 9, 3, 8, 0, 9, 7, 6, 4, 2, 0, 5, 9, 0, 4, 7, 8, 2, 8, 0, 4, 2, 8, 1, 7, 6, 9, 8, 0, 0, 3, 5, 2, 8, 6, 6, 3]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABctJREFUeJzt3T+oXncdx/HPN2QrasBQNKV1cBJqCQ46iZOkQ5cOpUsQ3TsJhY7NIJ38Ax2diqlUquLSIQQ6CEUQhAxSCrWFVrxS0pYYBRWkP4f7IPGSek2T3CfP/bxe0+Wc85zndy687+9c7v09Z9ZaAfqc2PYAgO0QP5QSP5QSP5QSP5QSP5QSP5QSP5QSP/8xMyf/n20cD+IvMDPPzMxbM/PXmXl9Zh7fbP/2zLw2Mz+cmQ+TPPsx2744M6/OzAcz8/7MvDgzpzbneHpmfnHg/Z6fmR8d/ZVyK8Tf4a0kX0/ymSQXklycmc9v9n0tydtJ7k/yvY/ZNkmeS3ImyZeSPJjk2c2xF5M8esMPg5NJnkzyk7t6Rdw28RdYa7281tpba3201vpZkjeTfHWze2+t9fxa619rrb/fbNta6w9rrctrrX+uta4m+UGSb2zO/eckv07yxOa1jyZ5f631u6O7Qj4J8ReYmW/NzJWZuTYz15I8nOT0Zvcfb/KS/9o2M/fPzEsz86eZuZ792f70DYe8kOT85uvzMevvBPEfczPzhSQ/TvJUks+utU4l+X32b+WT5GbLOg9ue26z7ZG11qezH/jcsP9XSR6ZmYeTPJbkxTt3Bdwt4j/+7st+uFeTZGa+k/2Z/1Z8KsnfklybmQeSPH3jzrXWP5L8PMlPk/x2rfXu7Q6au0/8x9xa6/Uk30/ymyTvJflyktdu8TQXknwlyV+SvJLklzc55oXNud3y74jxYR7cCTPzUJI3knxurXV92+PhcGZ+btvMnEjy3SQvCX93+O8tbsvM3Jf9Xyfeyf6f+dgRbvuhlNt+KHWkt/3fPPHEsbzNuLR3ZdtD4IicO3N220M41OWPXp7DjzLzQy3xQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQykf5nGAFXq0MPNDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKQt7qLQLj92628z8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMqqvgOs9rozPPbs3mfmh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1IW9vA/7cICHYuxPhkzP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Syqo97htV5R8vMD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6U8rqvEpb0r2x7CoXZhjMfpkWJmfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfihlVd8Bu7CyDO4EMz+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+U8riuA86dOXtk77ULjwY7yu8HR8vMD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6VObnsAx8GlvSvbHsKhzp05u+0hcI8x80Mp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpj+s6wKO3aGHmh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Kz1tr2GIAtMPNDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDqX8D5rzLiRSBl1gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfZJREFUeJzt3U+opXUdx/HPd3AnpaBIKdbClWASLWoVraJZtHEhbSR03yoQXOpCXFmBS1eShqFFGxcitBAkCIJZhARpUNGE+IdJBQ3CX4t7kJnL6DRn5p7TuZ/XazU8588858B7vs8w873PrLUC9Dmz7xMA9kP8UEr8UEr8UEr8UEr8UEr8UEr8UEr8fGpmbvhfjnE6iL/AzDwyM2/OzAcz8/rM3Lc5/uDMvDYzP52Z95I8+hnH7pqZ387MuzPzzsw8NzM3b97j4Zn51bHf76mZ+dnuPylXQ/wd3kzy7SQ3JXksybMz8+XNY99K8pcktyV5/DOOTZInktye5O4kdyZ5dPPcZ5OcvegPgxuS/CDJz0/0E3HNxF9grfXCWuv8WuuTtdYvk/w5yTc3D59faz211vrPWuujyx1ba72x1nplrfXvtdbbSX6S5Dub9/5nkleT3L957dkk76y1/rC7T8g2xF9gZn44M+dm5sLMXEhyT5JbNw///TIvueTYzNw2M8/PzD9m5v0cTftbL3rKM0ke2Pz6gZj6B0H8p9zMfDXJ00l+lOSWtdbNSf6Yo0v5JLncWufxY09sjt271vpijgKfix7/TZJ7Z+aeJN9P8tz1+wScFPGffjfmKNy3k2RmHsrR5L8aX0jyYZILM3NHkocvfnCt9XGSF5P8Isnv11p/u9aT5uSJ/5Rba72e5Mkkv0vyVpKvJXntKt/msSTfSPKvJC8l+fVlnvPM5r1d8h+I8cM8uB5m5itJ/pTkS2ut9/d9PlyZyc81m5kzSX6c5HnhHw7/e4trMjM35uivE3/N0T/zcSBc9kMpl/1QaqeX/d89c7/LjBIvnz931a/53u1fP4Ez6fPKJy/MlZ9l8kMt8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpP8yjxDZbdru27TnaBtyOyQ+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lLPbs0SEs2+ySBZ3dMvmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlK0+PpdNu9PL5IdS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odSFnuuA7fd4hCZ/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKVt8xp3VDz223OM7kh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1K2+vbIph37ZPJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKbfr4nO9fP7cvk/hitz2bDsmP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Sy1bdH227M2WK71Dbfo+/Q5Ida4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odSFnuO2Wbh4xBuabWtXS7A7PJ7tFRl8kMt8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpW33839h2Y+40b1WeJJMfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSlnsOUDbLLIcwm2mLOjslskPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpWz1XQeHcJspG3McZ/JDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKVt9e7TL++fZ6rvUIdy78KSZ/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKYk+JQ7il2LYs6WzH5IdS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odSs9ba9zkAe2DyQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQ6n/Alia5pFATamcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfZJREFUeJzt3U+opXUdx/HPd3AnlZBIGemiVWASLWwVrSIXbVpIG5HauwoEl7oQV/0Bl64kDUMTNy1CaCGIEAguRIQysGgi1BgtSCH8tbiHGIcRm2funDvnfF6v1eV5zj3nOQfe9/dcZr73N2utAH3OnfUFAGdD/FBK/FBK/FBK/FBK/FBK/FBK/FBK/PzPzNzw/xzjOIi/wMw8ODNvzsw/Z+b1mfn+7vgPZ+almfnZzPwjyUOfcOwrM/O7mXl3Zt6Zmadm5qbdczwwM7++5PUem5mf7/+dciXE3+HNJN9K8rkkDyd5cma+uDv3zSR/SnJLkkc+4dgkeTTJrUm+muTLSR7aPfbJJHdf9MPghiQ/SPKLa/qOuGriL7DWematdX6t9dFa61dJ/pDkrt3p82utx9Za/1lr/ftyx9Zaf1xrvbDW+nCt9XaSnyb59u65/5bkxST37L737iTvrLVe2d87ZAvxF5iZ+2bm1Zm5MDMXktyR5Obd6b9c5ls+dmxmbpmZp2fmrzPzfk5W+5svesgTSe7dfX1vrPoHQfxHbmZuT/J4kvuTfH6tdVOS13JyK58klxvrvPTYo7tjd661PpuTwOei888nuXNm7kjyvSRPnd474FoR//G7MSfhvp0kM/OjnKz8V+IzSf6V5MLMfCnJAxefXGt9kOTZJL9M8vu11p+v9qK59sR/5NZaryf5SZKXk/w9ydeSvHSFT/Nwkm8keS/Jb5I8d5nHPLF7brf8B2L8MQ9Ow8zcluSNJF9Ya71/1tfDp7Pyc9Vm5lySHyd5WviHw//e4qrMzI05+XXirZz8Mx8Hwm0/lHLbD6X2etv/nXP3uM04Bb89/+reXuu7t359b6/F6Xjho2fm0x9l5Yda4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS/pjHGdrndN5Wh3CNJg+3sfJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKYM9HLwtw0eGgaz8UEv8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpU3yk4hC2tttrn9Nsxf47XIys/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lDLYU8L2VB+3dYjomD5HKz+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UMtV3iX1uGXVME2KnYevnYZuvbaz8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMp2XRy8Ldt82eLLyg+1xA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lTPVx8EzobWPlh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Km+qi0ZX+/Y2Plh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1IGey6xZeDDdlEcIis/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lDLVx3XDdOR+WfmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlMGeM7R1kGXLlmL7ts8hnUP4PK5HVn4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oZarvFGydKts6+WZbK06DlR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KmerjumHPvf2y8kMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpgz1naJ+DLFu3+DJsc7ys/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBq1lpnfQ3AGbDyQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQ6n/AnHO4wBe7N6nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfBJREFUeJzt3U+opXUdx/HPd3AnqZBIGeqiVWASLWoVrSQXblyIG5HatxIEl7oQV2XgspWkYVjRpkUILgQRBMGFSFAGJY6If5g0qCD8ubiHuDOMTXPuvefMvZ/XazU859wzz8Pwnu9zmfneZ9ZaAfqc2/cJAPshfiglfiglfiglfiglfiglfiglfiglfv5rZq77f45xNoi/wMw8OjNvz8ynM/PWzNy3Of7DmXllZp6amY+TPPYFx74+My/NzEcz8+HMPDczN20+45GZ+c0lv9/TM/Oz3V8pV0P8Hd5O8r0kNyZ5PMmzM/PVzWvfTfKXJLckeeILjk2SJ5PcmuQbSW5L8tjmvc8muefQXwbXJXkgyS9O9Io4MvEXWGu9sNY6v9b6bK31qyR/SvKdzcvn11pPr7X+s9b65+WOrbX+vNZ6ca3177XWB0l+muT7m89+L8nLSe7ffO09ST5ca72+uytkG+IvMDMPzcwbM3NhZi4kuTPJzZuX37nMl1x0bGZumZnnZ+bdmfkkB9P+5kNveSbJg5tfPxhT/1QQ/xk3M3ck+XmSHyf58lrrpiRv5uBWPkkut9Z56bEnN8fuWmvdkIPA59Drv0ty18zcmeTeJM8d3xVwUsR/9l2fg3A/SJKZ+VEOJv/V+FKSfyS5MDNfS/LI4RfXWv9K8uskv0zy2lrrb0c9aU6e+M+4tdZbSX6S5NUk7yf5ZpJXrvJjHk/y7SR/T/L7JL+9zHue2Xy2W/5TYvwwD47DzNye5I9JvrLW+mTf58OVmfwc2cycS/JwkueFf3r431scycxcn4NvJ/6ag3/m45Rw2w+l3PZDqZ3e9t997n63GYf84fwb+z6FK/rBrd/a9ylwlV787IW58rtMfqglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfijlh3kcg9Ownbetba/NNuC1z+SHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUhZ7OBHbLARZBtotkx9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9K2eq7xGl49NY222+n4bo8Gmy3TH4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oZbGnxLbLL2d1IcgykMkPtcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpcQPpWz18T+d5W3AdiY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lLLVx4nYZhvQJuBumfxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQymLPHm37KCyObtslorP0Z2byQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQylbfVwztt2Y85iv7Zj8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpW3x55Xhz7ZPJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKYs9XDN2+dgty1EmP9QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Sy1XeJbba9drmNBsfF5IdS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odSFns4EZadrn0mP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Sy1XcK2Zi72DaPWMPkh1rih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1K2+o7BtltltvMuZjtvt0x+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KGWxZ48ssrBPJj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UmrXWvs8B2AOTH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0p9DuZh5pMzwfloAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfFJREFUeJzt3T+oZHcZxvHnXbYLmoAh6IpaWAkxLBZaiZVsijQWwSaI9lZCwDIpJJV/IKVVMJFIVGwsQiBFIAQCwhYSBI2g4ookyhoFFSQ/izvI5rox7uy9MzvzfD7Vcs7cmTMD333PZfe9d9ZaAfpc2PcFAPshfiglfiglfiglfiglfiglfiglfiglfv5jZi7+P8c4DuIvMDNfn5nXZ+avM/PazHxhc/zLM/PyzHx7Zv6c5LF3OfbxmXlxZv40M2/OzDMzc8/mOR6dmR+der0nZ+Y7u3+n3Arxd3g9yWeT3J3k8SRPz8yHNuc+k+TXSe5L8o13OTZJnkhyKcknknwkyWObxz6d5MEb/jK4mOSLSb53ru+I2yb+Amut59Za19Zab6+1fpDkl0k+vTl9ba315FrrX2utv9/s2FrrV2utF9Za/1xrvZHkW0k+t3nuPyR5KcnDm699MMmba62f7e4dsg3xF5iZL83M1Zm5PjPXk9yf5N7N6d/d5EvecWxm7puZZ2fm9zPzVk6m/b03POSpJI9s/vxITP2DIP4jNzMfS/LdJF9N8oG11j1Jfp6TW/kkudla5+ljT2yOPbDWen9OAp8bzv8kyQMzc3+Sh5I8c3bvgPMi/uN3V07CfSNJZuYrOZn8t+J9Sf6W5PrMfDjJozeeXGv9I8kPk3w/yatrrd/e7kVz/sR/5NZaryX5ZpJXkvwxySeTvHyLT/N4kk8l+UuSnyb58U0e89Tmud3yH4jxwzw4CzPz0SS/SPLBtdZb+74e3pvJz22bmQtJvpbkWeEfDv97i9syM3fl5NuJ3+Tkn/k4EG77oZTbfii109v+z1942G3GGXj+2tV9X8K5uHLp8r4v4Si88PZz896PMvmhlvihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlB/msUfHup3HYTD5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZTFnjNwzAs62/4KrWP+TI6FyQ+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lbPWV2HY771Bej1tn8kMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpiz2nHMKvmbI0w1kw+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KHUxX1fQLMrly7v+xIoZvJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKVt9JZ6/dnXfl3BubEdux+SHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUhZ79uiYl212aZef4zEtEZn8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpW3ynbbG3Zzvtvu9x+2+Xnv+1r3YnbgCY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lLLYcwa2Xdo4hIWgO3Eh5TTLWNsx+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGUrT4Ong297Zj8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpWH/+TjbnjZfJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKYs9e3Tl0uWdvZYFnXfa5Wd/pzL5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4odSstfZ9DcAemPxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQ6t+eN92Nr/T8qwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABgxJREFUeJzt3U+IbnUdx/HP9+JOKiGRumItWgUm0sJW0Sp00caFtJGofatAaKmLcNUfcOlK0jC0cNMihBaBBIHgQkQwBYtuhBY3CyoIfy3mIcbhyu2eO/OMz3xer9VwzvM855yB9/zOcO93zqy1AvS5dN4nAJwP8UMp8UMp8UMp8UMp8UMp8UMp8UMp8fM/M3PL/7ONi0H8BWbmuzPz5sz8fWZem5kHd9u/OTMvzcwPZ+avSR79kG2fm5lfzcxfZubdmXlmZm7bfcYjM/OzE8d7YmZ+tP8r5UaIv8ObSb6c5BNJHkvy9Mx8erfvS0neSnJHku99yLZJ8niSy0k+n+SuJI/uXvt0kgeO/TC4JcnXk/z4TK+Imyb+Amut59ZaV9Za76+1fprkjST37XZfWWs9sdb6z1rrn9fattb63VrrxbXWv9da7yT5QZKv7D77T0l+neSh3XsfSPLuWuvl/V0hW4i/wMx8Y2ZemZmrM3M1yd1Jbt/t/sM13vKBbTNzx8w8OzN/nJn3crTa337sJU8leXj39cOx6h8E8V9wM/PZJE8m+XaST661bkvyao5u5ZPkWmOdJ7c9vtt2z1rr4zkKfI7tfyHJPTNzd5KvJXnm9K6AsyL+i+/WHIX7TpLMzLdytPLfiI8l+UeSqzNzZ5JHju9ca/0ryfNJfpLkt2ut39/sSXP2xH/BrbVeS/L9JL9J8uckX0jy0g1+zGNJvpjkb0l+keTn13jNU7vPdst/IMYf8+A0zMxnkrye5FNrrffO+3y4Pis/N21mLiX5TpJnhX84/O8tbsrM3JqjXyfeztE/83Eg3PZDKbf9UGqvt/1fvfSQ24xT8Msrr5z3KVzX/ZfvPe9TqPXi+8/N9V9l5Yda4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS/pjHOTqE6byttlybScD9svJDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKYM9p+AQBnS2Ds3s89q2HstA0DZWfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfihlqu8A7XOK7RCmAdnGyg+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lDPZwJrYMBG0dBtryPo/4svJDLfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKVN9p8CEGIfIyg+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lTPVxJrY+d28LU5XbWPmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlMGeEvsctOEwWPmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlGf1lbj/8r17Pd4+nw245Vj7/n58FFn5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZTBHs7ElsGZfQ4DYeWHWuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUqb6+MjY+gitLdOAWycIL9Jjvqz8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpgzwmH8MioizRcctwhfO8vEis/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lDLVd8KWibl9T6NtOd5FnQRkOys/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lDLVV8Jz8DjJyg+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lDPacgn0/CsuQzgd5FNk2Vn4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oNWut8z4H4BxY+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KHUfwFNhe5vYO7DqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfVJREFUeJzt3TGoZGcZxvHnXdIFNWAIuqIWVkIMwUIrsZKksLEIaYJobyUELJNCUkWFlFbBRCJRsbGQgIUQhICQQoKgEVRckURZo5AEJJ/FHWRdNiY7e+9Mzjy/X7WcMzP3nAv//c5l973frLUC9Ll07AsAjkP8UEr8UEr8UEr8UEr8UEr8UEr8UEr8/NfM3PZujnEaxF9gZr4xMy/PzD9n5qWZ+dLu+Fdm5vmZ+fbM/D3JI29z7BMz8/OZ+dvMvDozT8/MHbvPeHhmfnTd13tiZr5z+DvlZoi/w8tJPpfkA0keTfLUzHx4d+6zSX6f5K4k33ybY5PksSSXk3wyyUeTPLJ77VNJ7r/mL4PbkjyY5HsXekfcMvEXWGs9u9a6stZ6a631gyS/TfKZ3ekra60n1lr/Xmu9fqNja63frbWeW2u9udZ6Jcm3knx+99l/SfKLJA/s3nt/klfXWr863B2yD/EXmJkvz8yLM3N1Zq4muTvJnbvTf7rBW/7n2MzcNTPPzMyfZ+a1nK32d17zkieTPLT780Ox6m+C+E/czHw8yXeTfC3JB9dadyT5dc4e5ZPkRmOd1x97bHfsnrXW+3MW+Fxz/idJ7pmZu5N8McnT53cHXBTxn77bcxbuK0kyM1/N2cp/M96X5F9Jrs7MR5I8fO3JtdYbSX6Y5PtJXlhr/fFWL5qLJ/4Tt9Z6KcnjSX6Z5K9JPpXk+Zv8mEeTfDrJP5L8NMmPb/CaJ3ef7ZF/I8Yv8+A8zMzHkvwmyYfWWq8d+3p4Z1Z+btnMXEry9STPCH87/O8tbsnM3J6zHyf+kLN/5mMjPPZDKY/9UOqgj/1fuPSAx4yN+dmVF/d6332X7z3nK+Hdeu6tZ+edX2Xlh1rih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1J+mccR7TsxtwWHvDcThPux8kMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpgz3n4JQHdLZgn++/YSArP9QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Qy1XedLUzonepE2ha+96fEyg+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lxA+lbNfFhbD11nuflR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KmerboH0m5u67fO8FXAlbZuWHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUgZ7rrPPAMwWtqbawjVyWFZ+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KGWq7xwceiusU53Qs6XYYVn5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZSpvg061f0EOSwrP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Qy2MN7xr7DR7b52o+VH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qZ6tsgW29xHqz8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpgD//XvlthHXL4aJ+vZYsvKz/UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UMtV3RLbd4pis/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKVN8Rneo+eGyDlR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KGezZoH0Hgvax72DPIa+R/Vj5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4odSstY59DcARWPmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPih1H8AqibpK7DvHNwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABeVJREFUeJzt3U+opXUdx/HPd3AnlqBIKdXClWASLWoVrkIXblpIG4nctxKElroIV2XgspWooVjixoUILgIJgsBFiGAKJk2Ef5gsqCD8ubiHGIfxz9yZOfc+5/N6rYbnnHv+Xd73+wwz3/vMWitAnzMn/QKAkyF+KCV+KCV+KCV+KCV+KCV+KCV+KCV+/m9mrvkixzgM4i8wMz+dmTdn5p8z89rM/GB3/Mcz88rMPDozHyR56FOO3TozL8/M+zPz3sw8NTPX7x7jwZn57QXP99jM/HL/75RLIf4Obyb5XpIvJ3k4yZMz89Xdbd9N8laSm5L87FOOTZJHktyc5LYkX0vy0O6+Tya5+7wfBtck+WGSJ67qO+Kyib/AWuvZtdbZtdZHa61nkryR5Du7m8+utR5ba/1vrfXvix1ba/15rfXSWuu/a613k/wiyZ27x/5bkt8luXf3tXcneW+t9cf9vUOOQ/wFZuZHM/PqzJybmXNJbk9y4+7mdy7yJZ84NjM3zczTM/PXmfkwR9P+xvPu8niS+3Z/vi+m/iaI/8DNzDeS/CrJT5LcsNa6PsmfcnQqnyQXW+u88Ngju2N3rLW+lKPA57zbn09yx8zcnuSeJE9duXfA1SL+w3dtjsJ9N0lm5v4cTf5LcV2SfyU5NzO3JHnw/BvXWv9J8pskv07yh7XWXy73RXP1if/ArbVeS/LzJL9P8vck30zyyiU+zMNJvp3kH0leSPLcRe7z+O6xnfJvxPhlHlwJM/P1JK8n+cpa68OTfj18PpOfyzYzZ5I8kORp4W+H/73FZZmZa3P014m3c/TPfGyE034o5bQfSu31tP/7Z+51mrExL559dW/PddfN39rbcx2ylz56dj7/XiY/1BI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lPLLPErsczuPbTD5oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZT4oZTFng3awpKOS2+dfiY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lHK5rhPkslucJJMfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfStnquwJs57FFJj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UstW3QVvY0NvCpuNxbOGz/6JMfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfiglfihlsecCh7qQclw+j0867udxGheCTH4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oZatvg2zanZzTuJ13XCY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lDrYrT6bb/DZTH4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4odbCLPce9rNKhLgRt4TJTh/rZn1YmP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Q62K2+49rC9tsWnPYNPd9nkx9qiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KWexh8yzpHI/JD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6Vs9fGZ9nnZLdt5+2XyQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQylbfSX2uZ3HNpj8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpiD1eFS2+dfiY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lJq11km/BuAEmPxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQ6mPP890AZEQlCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABeNJREFUeJzt3U+opXUdx/HPd5idVEIiOZEuXAUq0qJW4SqchZsW4kYk964EoeW4CFf9AZetJBXFEjctRHARSBAEswgRTEGliXCUcQoqCH8t7immYcTmzL33eM/n9Vpdnufcc37nwPv+nsvM9z6z1grQ59SuFwDshvihlPihlPihlPihlPihlPihlPihlPj5r5k5/f8cYz+Iv8DM/HBm3pmZv87MmzPz/c3xH8zMGzPz05n5OMm5zzh258y8PjMfzczFmXluZm7ePMcTM/Orq17v6Zn52fG/U66H+Du8k+S7Sb6S5Mkkz87MbZtz30nybpJbk/zoM45NkqeSnEnyzSTfSHJu89hnk5y94ofB6SQPJfnFkb4jbpj4C6y1XlprXVhrfbrWejHJ20m+vTl9Ya319FrrX2utv1/r2Frrj2ut19Za/1xrfZjkJ0nu2zz3n5P8JsmDm+89m+TiWuv3x/cO2Yb4C8zMIzNzfmYuzcylJHcluWVz+oNrfMv/HJuZW2fmhZn508xczsFuf8sVD3kmycObrx+OXf9EEP+em5k7kvw8yWNJvrrWujnJH3JwKZ8k1xrrvPrYU5tj96y1vpyDwOeK868kuWdm7kryQJLnDu8dcFTEv/9uykG4HybJzDyag53/enwpyd+SXJqZryd54sqTa61/JPllkueT/G6t9f6NLpqjJ/49t9Z6M8mPk/w2yV+S3J3kjet8mieTfCvJJ0l+neTlazzmmc1zu+Q/IcYf8+AwzMztSd5K8rW11uVdr4fPZ+fnhs3MqSSPJ3lB+CeH/73FDZmZm3Lw68R7OfhnPk4Il/1QymU/lDrWy/7vnXrQZcYhePXC+V0v4Ujcf+beXS9hL7z26Uvz+Y+y80Mt8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpf8xjh/Z1Om9b234epgG3Y+eHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUgZ7DsE+D+hsOzRznJ/JNq9lGMjOD7XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6VM9ZU47im2bV5vn6cjv4js/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKYM8J5FZTHAY7P5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Qy1ceRcOutLz47P5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5QSP5Qy1XcCbTMx5/5+XM3OD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6UM9hyCbYdmjvOWVm6fxdXs/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKVN8OnYRpQPaXnR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9KiR9Kmeo7gbadBtxX20w5bjsZuU+fvZ0fSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSp3e9QLgP169cH7XS6hi54dS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS4odS7tW3Q+5Nxy7Z+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGUwR4q3X/m3l0vYefs/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBq1lq7XgOwA3Z+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KPVvI8Xb2kbCG58AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABfpJREFUeJzt3U+opXUdx/HPd3AnlZBIKemiVWASLWoVrSIXblqIG5HatwqElroIV2ngspWkYWjixoUILgIRBGEWIkEZVDQRWkwmmBD+XNyDTsOoM8/cuddzPq/X6vKcP/Ocgff9PpeZ731mrRWgz5nTPgHgdIgfSokfSokfSokfSokfSokfSokfSomfD83MdZdzjMMg/gIz89OZeWNm/jMzr8/MD3bHfzgzL83MIzPzryQPfMyxr87MizPzz5l5a2aemJkbdu9x/8z89qI/79GZ+cXJf1KuhPg7vJHkO0m+kOTBJI/PzJd3j307yZ+S3JTkZx9zbJI8lOTmJF9L8pUkD+ye+3iSOy/4ZnBdknuS/OqafiKumvgLrLWeWmudW2u9v9b6TZI/JPnW7uFza61H11r/W2u9e6lja60/rrVeWGu9t9Z6M8nDSb67e++/J/ldkrt3r70zyVtrrVdP7hOyhfgLzMx9M3N2Zs7PzPkktye5cffwXy/xkv87NjM3zcyTM/O3mXk7R9P+xgue8liSe3df3xtTfy+I/8DNzG1Jfpnkx0m+uNa6IclrObqUT5JLrXVefOyh3bE71lqfz1Hgc8Hjzya5Y2ZuT3JXkieO7xNwrYj/8F2fo3DfTJKZ+VGOJv+V+FySd5Kcn5lbktx/4YNrrf8meTrJr5O8stb6y9WeNNee+A/cWuv1JD9P8nKSfyT5epKXrvBtHkzyzST/TvJckmcu8ZzHdu/tkn9PjF/mwXGYmVuT/D7Jl9Zab5/2+fDpTH6u2sycSfKTJE8Kf3/431tclZm5Pkc/Tvw5R//Mx55w2Q+lXPZDqRO97P/embtdZuyZ58+d3fS679/8jWM+Ey7XC+8/NZ/+LJMfaokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSvllHnto66bdSTrJc7RBuI3JD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6Us9pyifVjQ4XCZ/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FBK/FDKVh+fyK2wDpfJD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6Us9pSwoMPFTH4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oZauvxPPnzm56nW3Aw2XyQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQynxQylbfcdg68bcPtiHz2bzcBuTH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0pZ7GHvbVk+sgxk8kMt8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpW318opPcftuHW4MdEpMfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfStnq4zNj6wbhlm3ArRuEh3SPP5MfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSlns2UOHtFyybw5pIcjkh1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Lih1Ju13UMtt6Kaeutn7a87rN4u6iLbf37YBuTH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0rZ6ithY+547MN25OUy+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGUrb5TdNL3+OMjh7Sdt5XJD6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6XED6Us9uyhk1xK2YclIks625j8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UGrWWqd9DsApMPmhlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPihlPih1Aefp+Qi2XkUCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAABgBJREFUeJzt3UGopXUZx/HfM7iTSlCkjGrhSjCJFrWKVpGLNi2kjYTuWwVCS12IKytw2UrSMNRo0yKEFoEEQeAiJEiDiiZCi0mDDMJ/i3uI6TI6zRnvOfe9v89nNbzn3HPfc+A7z3uZee47a60AfS4d+wSA4xA/lBI/lBI/lBI/lBI/lBI/lBI/lBI//zUzt/w/x7gYxF9gZr41M6/PzNsz8+rMfHV3/KGZeXlmvjMzf0vy6Hscu3tmfjYzf52ZN2fm2Zm5bfcaj8zMi6e+31Mz893Dv1NuhPg7vJ7kC0k+kuSxJM/MzMd2j30+ye+S3Jnk8fc4NkmeSHJXknuSfCLJo7vnPpPk/qv+MrglydeSfP9M3xE3TfwF1lrPr7Uur7XeXWv9MMlvk3xu9/DltdZTa61/r7X+ea1ja63X1lovrbX+tdZ6I8m3k3xx99p/TvLzJA/svvb+JG+utX51uHfIPsRfYGa+PjOvzMyVmbmS5N4kd+we/uM1vuR/js3MnTPz3Mz8aWbeysm0v+Oqpzyd5MHdnx+Mqb8J4r/gZuZTSb6X5BtJbl9r3Zbk1zm5lE+Sa611nj72xO7YfWutD+ck8Lnq8R8nuW9m7k3ylSTPfnDvgLMi/ovv1pyE+0aSzMzDOZn8N+JDSf6R5MrMfDzJI1c/uNZ6J8kLSX6Q5JdrrT/c7Elz9sR/wa21Xk3yZJJfJPlLkk8nefkGX+axJJ9N8vckP0nyo2s85+nda7vk34jxyzz4IMzMJ5P8JslH11pvHft8uD6Tn5s2M5eSfDPJc8LfDv97i5syM7fm5MeJ3+fkn/nYCJf9UMplP5Q66GX/ly494DJjY356+ZVjn8J1ffmuzxz7FM6Vl959fq7/LJMfaokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSokfSvllHke0hY25Ldjnc7QJaPJDLfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKYs9vK99F2AsLZ1/Jj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UstVX4tC3p9rn+9kEPCyTH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0qJH0pZ7DllC8slh17S2ccWPsd2Jj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UEj+UstW3QftszO27CbiF7bwtbDmeRyY/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lBI/lLLVd8ohN8QOuTFnO4/TTH4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oJX4oZbHniC7yLbQ4/0x+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KOVefUd0yHvuuS8gp5n8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpiD+/rkAtB+y4R7XuO7Ux+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KCV+KGWrb4O2sMW2zzm6NdhhmfxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQSvxQymIPZ8KSzvln8kMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMp8UMpW30btM/G3L63+NrCdt4hP4+LxOSHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUuKHUrb6juiQm3Zb2M7blw29/Zj8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UEr8UMpiD2fCss35Z/JDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDKfFDqVlrHfscgCMw+aGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KGU+KHUfwBE+fFvC3unrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "right=0\n",
    "right_list=[]\n",
    "for i in verify_set:\n",
    "\n",
    "    inputs,targets,num=i\n",
    "    img=np.array(inputs).reshape(16,16)\n",
    "    show_nparray(img)\n",
    "    b=[verify(blnn,inputs,targets) for blnn in blnn_set]\n",
    "    res=[if_num(x,y) for x,y in zip(b,num_list)]\n",
    "    try:\n",
    "        ind=res.index(num)\n",
    "        right+=1\n",
    "        print('target:',num,'result:',res)\n",
    "        right_list.append(num)\n",
    "    except:\n",
    "        pass\n",
    "    \n",
    "print(right) \n",
    "print(right_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[7,\n",
       " 6,\n",
       " 7,\n",
       " 3,\n",
       " 2,\n",
       " 0,\n",
       " 6,\n",
       " 8,\n",
       " 7,\n",
       " 7,\n",
       " 0,\n",
       " 6,\n",
       " 7,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 5,\n",
       " 5,\n",
       " 0,\n",
       " 1,\n",
       " 6,\n",
       " 5,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 8,\n",
       " 9,\n",
       " 3,\n",
       " 8,\n",
       " 0,\n",
       " 9,\n",
       " 7,\n",
       " 6,\n",
       " 4,\n",
       " 2,\n",
       " 0,\n",
       " 5,\n",
       " 9,\n",
       " 0,\n",
       " 4,\n",
       " 7,\n",
       " 8,\n",
       " 2,\n",
       " 8,\n",
       " 0,\n",
       " 4,\n",
       " 2,\n",
       " 8,\n",
       " 1,\n",
       " 7,\n",
       " 6,\n",
       " 9,\n",
       " 8,\n",
       " 0,\n",
       " 0,\n",
       " 3,\n",
       " 5,\n",
       " 2,\n",
       " 8,\n",
       " 6,\n",
       " 6,\n",
       " 3]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "right_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
